[Ml-stat-talks] Fwd: [ORFE seminars] ORFE Colloquium: John Duchi, Today at 4:30pm, Sherrerd Hall 101
rigollet at Princeton.EDU
Tue Feb 18 10:36:23 EST 2014
The first of John Duchi’s two-part series starts tonight in the ORFE colloquium.
=== ORFE Colloquium Announcement ===
DATE: Today, February 18, 2014
LOCATION: Sherrerd Hall room 101
SPEAKER: John Duchi, Computer Science Division, University of California, Berkeley
TITLE: Computation, Communication, and Privacy Constraints on Statistical Estimation
ABSTRACT: How do we integrate practical considerations---such as computation, privacy, or communication---into a rigorous theory of estimation? In this talk, I discuss bringing these criteria in as constraints in a minimax analysis of estimation, combining classical decision-theoretic ideas with techniques from optimization and information theory to understand the fundamental difficulties of the problems. By developing procedures that attain these lower bounds, we obtain estimators that trade against a variety of criteria for performance. I will conclude with real-world applications and examples in which our procedures exhibit good practical performance.
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